Given very few images containing a common object of interest under severe variations in appearance, the goal of this project is to detect the common object and provide a compact visual representation of that object, depicted by a binary sketch. Such clean sketches may be useful for detection, retrieval, recognition, co-segmentation, and for artistic graphical purposes.